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Record W4389569194 · doi:10.1002/acr.25278

Rheumatoid Arthritis Care Experiences of Black People Living in Canada: A Qualitative Study to Inform Health Service Improvements

2023· article· en· W4389569194 on OpenAlexaffabout
Megan Thomas, Cheryl Barnabé, Tessa Kleissen, Diane Lacaille, Glen Hazlewood, Aurore Fifi‐Mah, Nejat Hassen, Richard S. Henry, Michael Kuluva, Kelly English, Cheryl Koehn, Therese Lane, Nicole Johnson

Bibliographic record

VenueArthritis Care & Research · 2023
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsJewish General HospitalResearch CanadaCanadian Arthritis Patient AllianceMcGill UniversityArthritis Research Centre of CanadaUniversity of CalgaryUniversity of British Columbia
Fundersnot available
KeywordsThematic analysisHealth careQualitative researchMedicineNursingHealth equityPopulationPublic healthSociologyPolitical scienceEnvironmental health

Abstract

fetched live from OpenAlex

OBJECTIVE: To understand experiences related to rheumatoid arthritis (RA) care and propose service-level strategies to reduce and mitigate inequities for Black people living in Canada. METHODS: Purposive and respondent driven sampling was used to recruit participants for qualitative interviews to explore population factors relevant to RA care and challenges and facilitators for access to health care services, medications, and enacting preferred treatment plans. Thematic analysis was conducted using the Braun and Clarke method with inductive and deductive coding and critical race theory guiding analysis. RESULTS: Six women and two men with RA, and two women health care professionals, expressed how their racial identity contributed to their understanding of RA, preferences for treatment, and outcome goals. Health care access was influenced by financial limitations and racism, by exclusion, and discrimination, and also by cultural norms in seeking health care and awareness about RA within the Black community. Participants experienced health system fragmentation and were not connected to ancillary supports. Treatment decision-making was influenced by the legacy of oppression and medical experimentation on Black people and the predominance of biomedical approaches emphasized by health care providers. Holistic and cultural approaches, provided in safe, trauma-informed care environments, with flexibility in service models, are desired. Partnerships between arthritis care services and Black community organizations are proposed to promote community awareness and knowledge about arthritis and provide support mechanisms for patients within their community. CONCLUSION: Our study highlights unique considerations based on race and ethnicity and provides suggestions for arthritis care to mitigate inequities for Black people living with arthritis.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.059
Threshold uncertainty score0.370

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0300.008
Scholarly communication0.0040.002
Open science0.0020.005
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.042
GPT teacher head0.395
Teacher spread0.353 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2023
Admission routes2
Has abstractyes

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